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Assuming a uniform distribution, the order statistics on the unit interval have marginal beta distributions with scale parameters i and q - i + 1. Treating values λ i ⋆ as independent order statistics gives the penalty (9) P β c ∝ ∑ i = 1 q (z + i - 1 ) log (λ i ⋆ ) + (z + q - i ) log (1 - λ i ⋆ ) Again, we allow for a modifying constant z in (Eq. 9).
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com